MLPF: Efficient machine-learned particle-flow reconstruction using graph
neural networks

MLPF: Efficient machine-learned particle-flow reconstruction using graph neural networks

21 January 2021

Javier Mauricio Duarte

Papers citing "MLPF: Efficient machine-learned particle-flow reconstruction using graph neural networks"

9 / 9 papers shown

Title
Model Performance Prediction for Hyperparameter Optimization of Deep Learning Models Using High Performance Computing and Quantum Annealing Juan Pablo García Amboage Eric Wulff M. Girone Tomás F. Pena 13 2 0 29 Nov 2023
Graph Structure from Point Clouds: Geometric Attention is All You Need D. Murnane GNN 3DPC 4 4 0 31 Jul 2023
Hyperparameter optimization, quantum-assisted model performance prediction, and benchmarking of AI-based High Energy Physics workloads using HPC Eric Wulff M. Girone D. Southwick Juan Pablo García Amboage Eduard Cuba 11 1 0 27 Mar 2023
Data Science and Machine Learning in Education G. Benelli Thomas Y. Chen Javier Mauricio Duarte Matthew Feickert Matthew Graham ... K. Terao S. Thais A. Roy J. Vlimant G. Chachamis AI4CE 15 5 0 19 Jul 2022
End-to-end multi-particle reconstruction in high occupancy imaging calorimeters with graph neural networks S. Qasim N. Chernyavskaya J. Kieseler K. Long O. Viazlo M. Pierini R. Nawaz 8 23 0 04 Apr 2022
Graph Neural Networks for Charged Particle Tracking on FPGAs Abdelrahman Elabd Vesal Razavimaleki Shih-Yu Huang Javier Mauricio Duarte M. Atkinson ... Bo-Cheng Lai Mark S. Neubauer I. Ojalvo S. Thais Matthew Trahms GNN 22 35 0 03 Dec 2021
Towards a Computer Vision Particle Flow F. Bello S. Ganguly Eilam Gross Marumi Kado M. Pitt Lorenzo Santi Jonathan Shlomi 75 49 0 19 Mar 2020
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 75 385 0 16 Apr 2018
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 255 1,394 0 01 Dec 2016